{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第三步： 再次调用xgboost内嵌的cv进一步确定参数n_estimators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from xgboost import XGBClassifier\n",
    "import xgboost as xgb\n",
    "\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "from sklearn.metrics import log_loss\n",
    "\n",
    "from matplotlib import pyplot\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取训练数据\n",
    "train = pd.read_csv(\"RentListingInquries_FE_train.csv\")\n",
    "# 取出特征与标签\n",
    "y_train = train[\"interest_level\"].values\n",
    "train = train.drop([\"interest_level\"], axis=1)\n",
    "X_train = np.array(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取测试数据\n",
    "test = pd.read_csv(\"RentListingInquries_FE_test.csv\")\n",
    "\n",
    "#X_test = np.array(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>price</th>\n",
       "      <th>price_bathrooms</th>\n",
       "      <th>price_bedrooms</th>\n",
       "      <th>room_diff</th>\n",
       "      <th>room_num</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>...</th>\n",
       "      <th>virtual</th>\n",
       "      <th>walk</th>\n",
       "      <th>walls</th>\n",
       "      <th>war</th>\n",
       "      <th>washer</th>\n",
       "      <th>water</th>\n",
       "      <th>wheelchair</th>\n",
       "      <th>wifi</th>\n",
       "      <th>windows</th>\n",
       "      <th>work</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.5</td>\n",
       "      <td>3</td>\n",
       "      <td>3000</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>750.000000</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>5465</td>\n",
       "      <td>2732.5</td>\n",
       "      <td>1821.666667</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2850</td>\n",
       "      <td>1425.0</td>\n",
       "      <td>1425.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3275</td>\n",
       "      <td>1637.5</td>\n",
       "      <td>1637.500000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3350</td>\n",
       "      <td>1675.0</td>\n",
       "      <td>670.000000</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 227 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   bathrooms  bedrooms  price  price_bathrooms  price_bedrooms  room_diff  \\\n",
       "0        1.5         3   3000           1200.0      750.000000       -1.5   \n",
       "1        1.0         2   5465           2732.5     1821.666667       -1.0   \n",
       "2        1.0         1   2850           1425.0     1425.000000        0.0   \n",
       "3        1.0         1   3275           1637.5     1637.500000        0.0   \n",
       "4        1.0         4   3350           1675.0      670.000000       -3.0   \n",
       "\n",
       "   room_num  Year  Month  Day  ...   virtual  walk  walls  war  washer  water  \\\n",
       "0       4.5  2016      6   24  ...         0     0      0    0       0      0   \n",
       "1       3.0  2016      6   12  ...         0     0      0    0       0      0   \n",
       "2       2.0  2016      4   17  ...         0     0      0    0       0      0   \n",
       "3       2.0  2016      4   18  ...         0     0      0    0       0      0   \n",
       "4       5.0  2016      4   28  ...         0     0      0    1       0      0   \n",
       "\n",
       "   wheelchair  wifi  windows  work  \n",
       "0           0     0        0     0  \n",
       "1           0     0        0     0  \n",
       "2           0     0        0     0  \n",
       "3           0     0        0     0  \n",
       "4           0     0        0     0  \n",
       "\n",
       "[5 rows x 227 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head() #训练数据概览，看看目前的数据是什么情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 49352 entries, 0 to 49351\n",
      "Columns: 227 entries, bathrooms to work\n",
      "dtypes: float64(9), int64(218)\n",
      "memory usage: 85.5 MB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(train.interest_level);\n",
    "pyplot.xlabel('interest_level');\n",
    "pyplot.ylabel('Number of occurrences');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每类样本不出意料的，不太均衡，所以交叉验证时也考虑各类样本按比例抽取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare cross validation\n",
    "kfold = StratifiedKFold(n_splits=5, shuffle=True, random_state=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#直接调用xgboost内嵌的交叉验证（cv），对连续的n_estimators参数进行快速交叉验证\n",
    "def modelfit(alg, X_train, y_train, cv_folds=None, early_stopping_rounds=10):\n",
    "    xgb_param = alg.get_xgb_params()\n",
    "    xgb_param['num_class'] = 3\n",
    "    \n",
    "    #直接调用xgboost，而非sklarn的wrapper类\n",
    "    xgtrain = xgb.DMatrix(X_train, label = y_train)\n",
    "        \n",
    "    cvresult = xgb.cv(xgb_param, xgtrain, num_boost_round=alg.get_params()['n_estimators'], folds =cv_folds,\n",
    "             metrics='mlogloss', early_stopping_rounds=early_stopping_rounds)\n",
    "  \n",
    "    cvresult.to_csv('3_nestimators.csv', index_label = 'n_estimators')\n",
    "    \n",
    "    #最佳参数n_estimators\n",
    "    n_estimators = cvresult.shape[0]\n",
    "    \n",
    "    # 采用交叉验证得到的最佳参数n_estimators，训练模型\n",
    "    alg.set_params(n_estimators = n_estimators)\n",
    "    alg.fit(X_train, y_train, eval_metric='mlogloss')\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[21:56:31] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[21:56:31] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[21:56:32] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 62 extra nodes, 0 pruned nodes, max_depth=5\n",
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      "[22:40:48] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:49] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:49] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:50] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:50] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:51] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 18 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:52] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:52] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:53] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:53] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:54] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:55] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:55] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:56] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:56] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:57] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 44 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:58] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:58] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:40:59] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 62 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:00] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:00] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:01] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:01] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:02] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:03] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 24 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:03] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:04] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 62 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:04] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 36 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:05] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:06] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 34 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:06] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:07] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 40 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:07] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 48 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:08] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:09] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:09] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 62 extra nodes, 0 pruned nodes, max_depth=5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[22:41:10] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 50 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:11] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:11] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 38 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:12] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 46 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:12] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:13] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:14] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 58 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:14] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 62 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:15] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 62 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:15] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 30 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:16] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 56 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:17] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 52 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:17] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 54 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:18] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5\n",
      "[22:41:18] C:\\dev\\libs\\xgboost\\src\\tree\\updater_prune.cc:74: tree pruning end, 1 roots, 60 extra nodes, 0 pruned nodes, max_depth=5\n",
      "logloss of train :\n",
      "0.5100170339835647\n"
     ]
    }
   ],
   "source": [
    "xgb3 = XGBClassifier(\n",
    "        learning_rate =0.1,\n",
    "        n_estimators=1000,  #数值大没关系，cv会自动返回合适的n_estimators\n",
    "        max_depth=5,\n",
    "        min_child_weight=1, #采用前一步得到的最佳深度和最小叶子节点权重和\n",
    "        gamma=0,\n",
    "        subsample=0.3,\n",
    "        colsample_bytree=0.8,\n",
    "        colsample_bylevel=0.7,\n",
    "        objective= 'multi:softprob',\n",
    "        seed=3,\n",
    "        silent=0)\n",
    "\n",
    "modelfit(xgb3, X_train, y_train, cv_folds = kfold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cvresult = pd.DataFrame.from_csv('3_nestimators.csv')\n",
    "        \n",
    "# plot\n",
    "test_means = cvresult['test-mlogloss-mean']\n",
    "test_stds = cvresult['test-mlogloss-std'] \n",
    "        \n",
    "train_means = cvresult['train-mlogloss-mean']\n",
    "train_stds = cvresult['train-mlogloss-std'] \n",
    "\n",
    "x_axis = range(0, cvresult.shape[0])\n",
    "        \n",
    "pyplot.errorbar(x_axis, test_means, yerr=test_stds ,label='Test')\n",
    "pyplot.errorbar(x_axis, train_means, yerr=train_stds ,label='Train')\n",
    "pyplot.title(\"XGBoost n_estimators vs Log Loss\")\n",
    "pyplot.xlabel( 'n_estimators' )\n",
    "pyplot.ylabel( 'Log Loss' )\n",
    "pyplot.savefig( 'n_estimators3.png' )\n",
    "\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "262"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cvresult.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最终粗调得到的弱学习器个数为262"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cvresult = pd.DataFrame.from_csv('3_nestimators.csv')\n",
    "\n",
    "cvresult = cvresult.iloc[100:]\n",
    "# plot\n",
    "test_means = cvresult['test-mlogloss-mean']\n",
    "test_stds = cvresult['test-mlogloss-std'] \n",
    "        \n",
    "train_means = cvresult['train-mlogloss-mean']\n",
    "train_stds = cvresult['train-mlogloss-std'] \n",
    "\n",
    "x_axis = range(100,cvresult.shape[0]+100)\n",
    "        \n",
    "fig = pyplot.figure(figsize=(10, 10), dpi=100)\n",
    "pyplot.errorbar(x_axis, test_means, yerr=test_stds ,label='Test')\n",
    "pyplot.errorbar(x_axis, train_means, yerr=train_stds ,label='Train')\n",
    "pyplot.title(\"XGBoost n_estimators vs Log Loss\")\n",
    "pyplot.xlabel( 'n_estimators' )\n",
    "pyplot.ylabel( 'Log Loss' )\n",
    "pyplot.savefig( 'n_estimators_detail3.png' )\n",
    "\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
